Upcoming Webinars & On-Demand Learning

On-Demand Learning

Want to pick up a new skill? Check out these on-demand data demos so you can brush up on your data science skills and learn something fun in the process. We’re constantly adding new content to our on-demand learning repository so check back often!

Creating a web API

Have you ever wanted to learn how to create a web API? Now’s your chance to learn from the best at TDI and pick up a new data science skill!

Don Fox teaches aspiring data scientists how to create a web API using Flask. In addition, you’ll learn the following:

  • How the web API will utilize a trained machine learning model using scikit-learn
  • Use our created web API to classify tweet sentiment using the Twitter web API

Machine Learning

Ana Hocevar built a basic natural language machine learning model and deployed it as a simple web app.

Learn common tools and techniques for building a machine learning model in Python and how to use it in a web app using Streamlit. Ana showed us some steps to:

  • Clean and prepare the data
  • Train a machine learning model using scikit-learn
  • Create a simple web app using Streamlit
  • Set up a Github repository to share notebooks and software requirements

Exploring Data

We’ll introduce some common tools and techniques for exploring data and demonstrate how to use them to answer meaningful questions. Our instructor will show you the steps to:

  • Start with a question, then introduce a data set
  • Perform initial exploration of the data set
  • Turn the question into something we can compute
  • Find some “checkpoint” values we can compute

 

Reproducible Research

We introduce the how and the why of presenting results in data science. We covered some common tools and techniques for sharing interactive reports and conducting reproducible research.

Learn the steps to:

  • Clean up an exploratory Jupyter notebook into a presentable report
  • Set up a Github repository to share notebooks and software requirements
  • Create a new git branch to update a notebook without modifying the master copy
  • Distribute a report in an interactive form using Binder
Incubator

Stay Current. Stay Connected.

Sign up for our newsletter!